WildGaussians

WildGaussians adopts 3DGS to handle appearance changes and transient objects. After fixing appearance, it can be baked back into 3DGS.

Web: https://wild-gaussians.github.io/
Paper: WildGaussians: 3D Gaussian Splatting in the Wild

Photo Tourism

Photo Tourism is a dataset of images of famous landmarks, such as the Sacre Coeur, the Trevi Fountain, and the Brandenburg Gate. The images were captured by tourist at different times of the day and year, images have varying lighting conditions and occlusions. The evaluation protocol is based on NeRF-W, where the image appearance embeddings are optimized on the left side of the image and the metrics are computed on the right side of the image.

Scene PSNR SSIM LPIPS Time GPU mem.
Sacre Coeur 22.56 0.859 0.177 8h 41m 57s 8.66 GB
Trevi Fountain 23.63 0.766 0.228 13h 14m 51s 38.25 GB
Brandenburg Gate 27.76 0.927 0.133 8h 57m 60s 7.83 GB
Average 24.65 0.851 0.179 10h 18m 16s 18.24 GB